{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "import numpy as np\n",
    "import scipy\n",
    "from scipy.io import wavfile\n",
    "import scipy.fftpack as fft\n",
    "from scipy.signal import get_window\n",
    "import IPython.display as ipd\n",
    "import matplotlib.pyplot as plt\n",
    "from pathlib import Path\n",
    "\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 读取文件"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "TRAIN_PATH = '../../dataset/trainset/'\n",
    "labels = [ 'down', 'go', 'left', 'no', 'off', 'on', 'right', 'stop', 'up', 'yes']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "file_names = []\n",
    "\n",
    "path = TRAIN_PATH + labels[0] + '/'\n",
    "pathname = Path(path)\n",
    "\n",
    "for cp in pathname.iterdir():\n",
    "    term = Path(cp)\n",
    "    file_names.append(term.name)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [],
   "source": [
    "test_file = path + file_names[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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\" type=\"audio/wav\" />\n",
       "                    Your browser does not support the audio element.\n",
       "                </audio>\n",
       "              "
      ],
      "text/plain": [
       "<IPython.lib.display.Audio object>"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ipd.Audio(test_file)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## MFCC"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [],
   "source": [
    "def normalize_audio(audio):\n",
    "    audio = audio / np.max(np.abs(audio))\n",
    "    return audio"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [],
   "source": [
    "def frame_audio(audio, FFT_size=2048, hop_size=10, sample_rate=44100):\n",
    "    # hop_size in ms\n",
    "    \n",
    "    audio = np.pad(audio, int(FFT_size / 2), mode='reflect')\n",
    "    frame_len = np.round(sample_rate * hop_size / 1000).astype(int)\n",
    "    frame_num = int((len(audio) - FFT_size) / frame_len) + 1\n",
    "    frames = np.zeros((frame_num,FFT_size))\n",
    "    \n",
    "    for n in range(frame_num):\n",
    "        frames[n] = audio[n*frame_len:n*frame_len+FFT_size]\n",
    "    \n",
    "    return frames"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 81,
   "metadata": {},
   "outputs": [],
   "source": [
    "def freq_to_mel(freq):\n",
    "    return 2595.0 * np.log10(1.0 + freq / 700.0)\n",
    "\n",
    "def met_to_freq(mels):\n",
    "    return 700.0 * (10.0**(mels / 2595.0) - 1.0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 82,
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_filter_points(fmin, fmax, mel_filter_num, FFT_size, sample_rate=44100):\n",
    "    fmin_mel = freq_to_mel(fmin)\n",
    "    fmax_mel = freq_to_mel(fmax)\n",
    "    \n",
    "    print(\"MEL min: {0}\".format(fmin_mel))\n",
    "    print(\"MEL max: {0}\".format(fmax_mel))\n",
    "    \n",
    "    mels = np.linspace(fmin_mel, fmax_mel, num=mel_filter_num+2)\n",
    "    freqs = met_to_freq(mels)\n",
    "    \n",
    "    return np.floor((FFT_size + 1) / sample_rate * freqs).astype(int), freqs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 84,
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_filters(filter_points, FFT_size):\n",
    "    filters = np.zeros((len(filter_points)-2,int(FFT_size/2+1)))\n",
    "    \n",
    "    for n in range(len(filter_points)-2):\n",
    "        filters[n, filter_points[n] : filter_points[n + 1]] = np.linspace(0, 1, filter_points[n + 1] - filter_points[n])\n",
    "        filters[n, filter_points[n + 1] : filter_points[n + 2]] = np.linspace(1, 0, filter_points[n + 2] - filter_points[n + 1])\n",
    "    \n",
    "    return filters"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 89,
   "metadata": {},
   "outputs": [],
   "source": [
    "def dct(dct_filter_num, filter_len):\n",
    "    basis = np.empty((dct_filter_num,filter_len))\n",
    "    basis[0, :] = 1.0 / np.sqrt(filter_len)\n",
    "    \n",
    "    samples = np.arange(1, 2 * filter_len, 2) * np.pi / (2.0 * filter_len)\n",
    "\n",
    "    for i in range(1, dct_filter_num):\n",
    "        basis[i, :] = np.cos(i * samples) * np.sqrt(2.0 / filter_len)\n",
    "        \n",
    "    return basis"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_mfcc(test_file):\n",
    "    sample_rate, audio = wavfile.read(test_file)\n",
    "    \n",
    "    hop_size = 20 #ms\n",
    "    FFT_size = 2048\n",
    "\n",
    "    audio_framed = frame_audio(audio, FFT_size=FFT_size, hop_size=hop_size, sample_rate=sample_rate)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Sample rate: 16000Hz\n",
      "Audio duration: 1.0s\n"
     ]
    }
   ],
   "source": [
    "sample_rate, audio = wavfile.read(test_file)\n",
    "print(\"Sample rate: {0}Hz\".format(sample_rate))\n",
    "print(\"Audio duration: {0}s\".format(len(audio) / sample_rate))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "audio = normalize_audio(audio)\n",
    "plt.figure(figsize=(15,4))\n",
    "plt.plot(np.linspace(0, len(audio) / sample_rate, num=len(audio)), audio)\n",
    "plt.grid(True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Framed audio shape: (51, 2048)\n"
     ]
    }
   ],
   "source": [
    "hop_size = 20 #ms\n",
    "FFT_size = 2048\n",
    "\n",
    "audio_framed = frame_audio(audio, FFT_size=FFT_size, hop_size=hop_size, sample_rate=sample_rate)\n",
    "print(\"Framed audio shape: {0}\".format(audio_framed.shape))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "window = get_window(\"hann\", FFT_size, fftbins=True)\n",
    "plt.figure(figsize=(15,4))\n",
    "plt.plot(window)\n",
    "plt.grid(True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 77,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "audio_win = audio_framed * window\n",
    "\n",
    "ind = 5\n",
    "plt.figure(figsize=(15,6))\n",
    "plt.subplot(2, 1, 1)\n",
    "plt.plot(audio_framed[ind])\n",
    "plt.title('Original Frame')\n",
    "plt.grid(True)\n",
    "plt.subplot(2, 1, 2)\n",
    "plt.plot(audio_win[ind])\n",
    "plt.title('Frame After Windowing')\n",
    "plt.grid(True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 78,
   "metadata": {},
   "outputs": [],
   "source": [
    "audio_winT = np.transpose(audio_win)\n",
    "\n",
    "audio_fft = np.empty((int(1 + FFT_size // 2), audio_winT.shape[1]), dtype=np.complex64, order='F')\n",
    "\n",
    "for n in range(audio_fft.shape[1]):\n",
    "    audio_fft[:, n] = fft.fft(audio_winT[:, n], axis=0)[:audio_fft.shape[0]]\n",
    "\n",
    "audio_fft = np.transpose(audio_fft)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 79,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(51, 1025)\n"
     ]
    }
   ],
   "source": [
    "audio_power = np.square(np.abs(audio_fft))\n",
    "print(audio_power.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 80,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Minimum frequency: 0\n",
      "Maximum frequency: 8000.0\n"
     ]
    }
   ],
   "source": [
    "freq_min = 0\n",
    "freq_high = sample_rate / 2\n",
    "mel_filter_num = 10\n",
    "\n",
    "print(\"Minimum frequency: {0}\".format(freq_min))\n",
    "print(\"Maximum frequency: {0}\".format(freq_high))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 83,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "MEL min: 0.0\n",
      "MEL max: 2840.023046708319\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "array([   0,   23,   52,   88,  134,  192,  264,  355,  470,  614,  796,\n",
       "       1024])"
      ]
     },
     "execution_count": 83,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "filter_points, mel_freqs = get_filter_points(freq_min, freq_high, mel_filter_num, FFT_size, sample_rate=16000)\n",
    "filter_points"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 85,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "filters = get_filters(filter_points, FFT_size)\n",
    "\n",
    "plt.figure(figsize=(15,4))\n",
    "for n in range(filters.shape[0]):\n",
    "    plt.plot(filters[n])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 86,
   "metadata": {},
   "outputs": [],
   "source": [
    "# taken from the librosa library\n",
    "enorm = 2.0 / (mel_freqs[2:mel_filter_num+2] - mel_freqs[:mel_filter_num])\n",
    "filters *= enorm[:, np.newaxis]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 87,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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sSqlNSqkdSqlqpdR3UvaMhiiPP9iniphxZ5qU9xLY9TZbB5CRC448qN3d53GcT3V9NQDNHc1Ue6pTdl4hhBBCCCFE4noN7JRSRuCXwApgOnCnUmr6Wbt9CmjQWk8CfgY8HDt2OrASmAEsB34VO18AWKq1ngOUA8uVUhUpeUZDUEc4mkqZzBq7wlhgd8ECKg1HEgvsIJqOmaIZO3+Hn4O+g9xZdicAG05tSMl5hRBCCCGEEH2TyIzdImC/1vqg1joIPA7cctY+twB/jH3/NLBMKaVi2x/XWge01oeA/cAiHdUS298c+2/ElmpsaO17D7u4Amd0XV6NL9DzDpFItCpmooFdQVnKKmPu8uxCo7l81OVMy5kmgZ0QQgghhBCDJJHAbhRwrMvPx2PbetxHax0CfEDuhY5VShmVUpVALfCq1npjTxdXSt2nlNqilNpSV1eXwHCHnnhz8pwkiqdYTUZyMiznX2PXfArCwb7N2AV80eP6qaq+CoCZeTOpKK5ge+12Wjta+31eIYQQQgghRN8MWvEUrXVYa10OjAYWKaVmnme/32itF2itF+Tn5w/oGFPF64/N2CVRPAWi6ZjnTcVMtCJmXP7U6NcUVMasqq9iVOYosm3ZVBRXEIqE2Fa7rd/nFUIIIYQQQvRNIoHdCWBMl59Hx7b1uI9SygS4AE8ix2qtG4E3iK7BG5E8/uRTMeFML7sexQM7dy/NyeNSWBmz2lPNjNwZAMwrnIfFYGH9yfX9Pq8QQgghhBCibxIJ7DYDk5VS45VSFqLFUFadtc8q4N7Y93cAa3W0o/YqYGWsauZ4YDKwSSmVr5RyAyil7MA1QOqaqw0x3pbo+rhkiqdAtOXBBWfslAFcY3p+/GwZeWDP6XdlTG+7lxMtJ5iVNwsAm8nG3IK5ss5OCCGEEEKIQdBrYBdbM/c54GVgN/Ck1rpaKfWgUurm2G6/A3KVUvuBfwa+Fju2GngS2AWsAT6rtQ4DxcAbSqn3iQaOr2qt/5rapzZ0eP1BlAK3I/lUTI8/SDAUOffBhsPgHA2mBM+tVEoqY8bX183Im9G5raKkgn0N+6hvq+/XuYUQQgghhBB9Y0pkJ631S8BLZ237Vpfv24GPnOfYh4CHztr2PjC3r4Mdrjz+INkOC0aDSur4eC+72uZ2Rmc7uj/YcBiyE0zDjCsog6pnopUxVXJjqq6vRqGYnnum88WS4iX8gl+w8dRGbphwQ1LnFUIIIYQQQvTdoBVPuZh4WpJrTh5X6LpAL7u+tDqIyy+D9kZoOZ30mKo8VUxwTSDDnNG5rSynDJfVJevshBBCCCGEGGAS2A0Arz+Y9Po6ODNjd04vu2BrNDhLJrCDpCtjaq2pqq9iZl73QqZGg5FFRYvYcGoDOgV98oQQQgghhBCJkcBuAHj8gaRbHUCXwO7sGbvGI9GvSQd2ya2zO+U/hbfde05gB7CkZAmnW09zqOlQUucWQgghhBBC9J0EdgOgvzN2bocZi8lwbipmZw+78X07YWYB2NxJV8bs2pj8bBXFFQBsOCnVMYUQQgghhBgoEtilWTiiaWzrICfDmvQ5lFIUOW3n9rLra3PyMyeEgmlJz9hV1VdhMpiYkj3lnMfGZI1hdOZo1p+SdXZCCCGEEEIMFAns0qyhNYjWyTcnjyty2s5NxWw4DJZMcOT0/YT5U6Fud7QyZh9Veaooyy7DYuz5OVWUVLC5ZjOhSKjv4xJCCCGEEEL0mQR2aeZpCQL0a40dRCtj9piKmV2aXMuC/DJoawB/XZ8Oi+gIuzy7uvWvO9uS4iX4O/ydKZtCCCGEEEKI9JLALs08/mgly/6ssQMoclqp8bV3rzYZD+ySkWRlzMO+w/g7/D2ur4tbVLQIhZJ0TCGEEEIIIQaIBHZp5vXHZuz6scYOoNBpIxCK4GvriG7QGhqS6GEXFw/savsW2O2s3wnAzNzzB3Zum5vpudOlgIoQQgghhBADRAK7NIsHdv2esXOd1fKgpRZCbckHdllFYHX1ecauqr4Kh8nBeNeFK3FWFFfwft37+Dv8yY1PCCGEEEIIkTAJ7NIsvsYu22Hu13nONCmPBXbJVsSMUwoKyvpcGbPaU8303OkYDcYL7rekZAkhHWLr6a3JjU8IIYQQQgiRMAns0szrD+J2mDEZ+/dHXRgL7DoLqPQ3sIMzlTET1BHuYI93zwXX18WVF5RjNVpZf1LW2QkhhBBCCJFuEtilmccf6HerA4ACZ3SNXo0vWowlGtgpcI1J/qT5ZdDqAX99Qrvva9hHR6QjocDOarQyv3A+G07JOjshhBBCCCHSTQK7NPO0BPtdOAXAajKSk2E5s8au4TBkFYPZlvxJ+1gZM96+IJHADqLr7PY37qe2tTap4QkhhBBCCCESI4Fdmnn9wX4XTokrdNq6p2L2Jw0TulTGTCwds8pTRbY1m5KMkoT2X1KyBICNpzYmNby+0FrTun07waNH034tIYQQQgghhhoJ7NLM6w+S08/m5HFFTmtqAztnCVidCRdQqaqvYkbeDFSCDdGnZE8hx5YzIOvsml9+mSN33sXBm24m3Nyc9usJIYQQQggxlEhgl0aRiKahNZiSNXYQbXlwuqkdOtqh+WT/AzulYgVUek/FbO1o5aDvILPyZiV8eoMysLhoMRtObejeWD0Nml58EQAdCOB79tm0XksIIYQQQoihRgK7NGps6yCi+9/DLq7QaaO+JUjQeyS6ob+BHSQc2O3y7CKiIwmvr4urKKmgrq2OA40Hkh1hr8ItLbS89TbZH/849vJyvI8+io5E0nY9IYQQQgghhhoJ7NLI0xKtYJmb2f/iKXCml13TyX3RDSkJ7KaBvw78ngvuVu2pBmBG7ow+nX5JcXSdXTqrY7a88QY6GMS5YjnZ99xDx5Gj+N95J23XE0IIIYQQYqiRwC6NPP5oc/JUpWIWuqKBXevp2OxXSgK7WAGV+guvs6uqr6I4o5hce26fTl+cWcw45zjWn0rfOrum1WswFRZiLy/Hee01GPPz8D7yaNquJ4QQQgghxFAjgV0aeWOBXapSMeMzdqH6Q2CyQ2ZB/0+aPzX6tZfKmDvrd/Y5DTOuoriCzTWb6Yh0JHX8hYSbm/G/8w7O5dehDAaUxUL2x1bif+cdAocOpfx6QgghhBBCDEUS2KVRqmfs4oGdwXckOluXYHXKC3KNBkvmBStjNrQ3cKLlRNKB3ZLiJbSF2ni/7v1kR3leLWvXojs6cK5Y0bkt+2MfBbOZhj8/lvLrCSGEEEIIMRRJYJdG3pZoYJedosDO7TBjMRmwtxyD7HEpOWcilTHj6+tm5iYX2C0sXohBGdKyzq5p9RpMJcXY5szp3GbKz8e5fDm+Z54h3OJP+TWFEEIIIYQYaiSwSyOvP4DTZsJsTM0fs1KKoiwrrvYTqVlfF5dfdsHAbmf9ThSK6bnTkzq90+JkZu7MlPezCzc10fLuuzivW35Ob72ce+4m4vfje/65lF5TCCGEEEKIoUgCuzSq9wfJS1FFzLjJWQFsui31gV3LaWj19vhwdX01413jybRkJn2JxcWLqaqvojmYuubhza+vhY4OnCuWn/OYfc4cbLNm0fDon9PeQ08IIYQQQojBJoFdGnlbgikrnBI3zdYQ/SbVgR30uM5Oa01VfVXS6+vilpQsIazDbK7Z3K/zdNW0ZjXmkhJss3pump5zz90EDx7E/957KbumEEIIIYQQQ5EEdmnk9ac+sJtoqgNAu1O0xg7OVMbsIR3zdOtpPO2ePvevO9uc/DnYTfaUrbML+3z4332PrBXnpmHGZa1YgTE3lwZpfSCEEEIIIUY4CezSyOMPkpuZ2sButKoFwGcrSd1JXWPAnNHjjN3O+p0A/Z6xsxgtzC+cn7LArvm11yAUwrl8xXn3MVgsuD/6EVrefJPgsWMpua4QQgghhBBDkQR2aRKJaBpaUz9jVxg6Ra12U9OWwr86gwHyp0Ddub3squqrMBlMTM2Z2u/LVBRXcMh3iBp/Tb/P1bR6DebRo7HNvPBMYvbKlWA0SusDIYQQQggxoklglyZN7R2EI5qcjNQWT3EHTnJUF1Dja0/peaOVMc+dsauur2ZK9hSsxv4/jyUlSwD6PWsXamjAv349zgukYcaZCwvJuuZDNP7lL0RaW/t1XSGEEEIIIYYqCezSpD7Wwy4vxamYDv8xjuoCTjelIbBrPgVtjZ2bIjpCtac66f51Z5vsnkyuLbffbQ+aX3sNwmGylp9bDbMnOffcQ6SpCd8Lf+3XdYUQQgghhBiqEgrslFLLlVJ7lVL7lVJf6+Fxq1LqidjjG5VSpV0euz+2fa9S6rrYtjFKqTeUUruUUtVKqS+k7BkNEV5/NLBLaSpmKIix5STHdD41vkDqzgs9VsY83HSYlo6Wfq+vi1NKUVFSwYZTG/rVgqB59RrM48Zim55YXz37vHlYp02j4ZFHpPWBEEIIIYQYkXoN7JRSRuCXwApgOnCnUursd9SfAhq01pOAnwEPx46dDqwEZgDLgV/FzhcCvqy1ng5UAJ/t4ZzDmtcfDbxSGtj5jqF0BK+5hJqUz9idWxmzur4a6H/hlK4qiivwtnvZ17AvqeNDXi/+jRtxLl/RaxpmnFKKnHvuJvDBB7RuSl27BSGEEEIIIYaKRGbsFgH7tdYHtdZB4HHglrP2uQX4Y+z7p4FlKvqu+xbgca11QGt9CNgPLNJan9JabwPQWjcDu4FR/X86Q4cnNmOXm8o1do1HAGjNGENtqgM79zgw2bvN2FXVV2E32ZngmpCyy1QUVwDJr7NrfjWahtlTU/ILcd5wA0a3m4ZHHknqukIIIYQQQgxliQR2o4CuteKPc24Q1rmP1joE+IDcRI6NpW3OBTb2dHGl1H1KqS1KqS11dXUJDHdo8MbW2GVnmFN30obDAIRdY1M/Y9dDZcwqTxXTcqZhNBhTdpmijCLGu8az/lRy6+ya1qzGUlqKdWrfqnQabDbcH7mD5tdfp+PkyaSuLYQQQgghxFA1qMVTlFKZwF+AL2qtm3raR2v9G631Aq31gvz8/IEdYD94/EGybCasptQFRTQcBqMFW86o1BdPAcif1jlj1xHuYI9nT0rTMOOWFC9h2+ltBMPBPh0X8nho3bjpgk3JLyR75UoAGh4b3NYHTfVtPP69TTzz4620+zsGdSxCCCGEEGJkSCSwOwGM6fLz6Ni2HvdRSpkAF+C50LFKKTPRoO5RrfUzyQx+KPP4g+SmuIcdDYfBPY4Cl4P6liDBUCS158+fCk0noL2JDxo/IBgJMitvVmqvQTQdsy3Uxo66HX06rvnVVyESuWBT8gsxjxpF1rKlND75FJH2NATGCdrw3AE8x1s4td/Hu09/MGjjEEIIIYQQI0cigd1mYLJSarxSykK0GMqqs/ZZBdwb+/4OYK2Olh9cBayMVc0cD0wGNsXW3/0O2K21/mkqnshQ4/UHUt6cnIbDkF1KkdMGQG1zGloeANTtpaq+CoAZeRduAJ6MhUULMSpjn9seNL20GsuECVinTE762tn3fJywz0fTiy8mfY7+qDvazAdbapm/YhzzV4xjz/oaDu+sH5SxCCGEEEKIkaPXwC62Zu5zwMtEi5w8qbWuVko9qJS6Obbb74BcpdR+4J+Br8WOrQaeBHYBa4DPaq3DwKXAx4GlSqnK2H/Xp/i5DSpPSzDlzcnjgV2hKxrYpTwdsyAe2O2h2lON2+pmdObo1F4DyLRkMitvVp8KqITq6mjdvBnn8uTSMOMcixZinTwZ7yOPDkrrg/XPHcCWYWbuteNYeP14ckoyePORPZKSKYQQQggh+iWhNXZa65e01lO01hO11g/Ftn1La70q9n271vojWutJWutFWuuDXY59KHbcVK316ti2dVprpbWerbUuj/33Ujqe4GDxpjoVs60B2n3dZuxS3svOPQ5MNqjbw876nczIndGvIOpClpQsodpTjS/gS2j/pldeAa37XA3zbEopsu+5h8Du3bRt29avc/XVsT1eju3yMn/FOKx2E0azgWX3TqO1uYN3n5KUTCGEEEIIkbxBLZ4yUmmtaWgNkpOZwsAuVhGT7HFnAruUV8Y0Qt5kWmt3caDxQFoKp8RVFFcQ0RE21yTWV6559RoskyZinZx8Gmac66YbMTideAew9YHWmg3PHiAzx8rMK88Uhi0Y52T+8nHs2SApmUIIIYQQInkS2KVBU3uIjrBO7YxdZ2BXitthxmIypK0y5p7GD4joSFoDu1n5s3CYHAmlY3acrqV161acK5IrmnI2g8OB+/bbaX7lVTpOn07JOXtzYFsdtUeaWXzTBEzm7pVSF1xfSu6oDN6QlEwhhBBCCJEkCezSwNMSTZHMTemMXbQ5Oe5xKKUoctqo8aUjsJvKzo5GgLQGdmaDmYVFCxMqoNIcT8Nc3r80zK6y77oTIhEaHn88Zec8n3A4wobnD5BTksGUxUXnPG40GVj6iWm0SUqmEEIIIYRIkgR2aeD1R/uzpbR4SsNhcOSCzQkQDezSMmNXRrXVQqE1hzx7XurP30VFcQVHm49youXs7hndNa1Zg3XKFKwTJ6bs2pYxY8i86qpo64Ng3/rp9dXud0/hq22j4taJGAw9r1mUlEwhhBBCCNEfEtilgScW2KU8FTO7tPPHQpctPamYBdOoslqYZU1vUAfRAioAG09tPO8+HadP07Z1a7+LpvQk+567CXs8NK9enfJzx3UEw2x+8RDFE12Uzsq94L6SkimEEEIIIZIlgV0anJmxS19gV+S0UuNrT3nJfp/dzTGzmRna2PvO/TTBNYECe8EF0zGbX34ZgKzrUh/YZVxyCZYJE/A+8mjKzx33/tpjtPqCLPnwxF4rjBpNBpbdO5225g7WSUqmEEIIIYToAwns0iDlgV04BL5j3WfsnDYCoQi+ttTO7FQ17AFgpr8lpeftiVKKipIKNp7aSERHetynafUarGVlWCeMT8v1s+++i/adO2nbsSPl529v6WDbmiOUzs6jeJI7oWPyx2Yxf/k49m6o4dD7kpIphBBCCCESI4FdGnhagmRaTdjMKZr1ajoBkdA5gR2kvuVBVX0VADM8x1J63vOpKK6gIdDAXu/ecx7rOHWKtu3bU1o05WyuW27FkJGRllm7rWsO0xEIU3HrhD4dF0/JfPNRSckUQgghhBCJkcAuDTz+QOrTMCHaQDymyBVvUp7iwM5TRanJSVbjUQikf9auorgCoMe2B01rommYzuXXpe36xswMXLfdRtOaNYTq6lJ23mZvOzvfPMHUiiJySzL7NiZJyRRCCCGEEH0kgV0aeP3B9AR23dbYRQO7VBZQ0VpTVV/FTFdshql+X8rOfT75jnwmuSf1uM6uac1qrNOnYSktTesYsu+6Ezo6aHjyyZSdc9NfDwGw6Ka+zdbFSUqmEEIIIYToCwns0sDTEkxtRczGI2AwgXNU56YCZ7SVQo0vkLLLnG49TX1bPTML50c31J2bHpkOFcUVbKvdRiB85rkEj5+gfcf7OJenpin5hVjHjyfj8stpfPwJdApaH3hP+tm7/hQzrxpFVo4t6fNEUzIzJSVTCCGEEEL0SgK7NEjLjJ1rDBhNnZusJiM5GRZON6duxq66vhqAmWOuAKMF6nan7NwXsqRkCYFwgO212zu3xathpqPNQU9y7rmbUF0dTa++2u9zbXj+AGarkQXLS/t1nmhK5jTamztY9+TQT8mseuNVnn34O+zffG5arRBCCCGESC8J7FJMax0N7DLT1+ogrtBp43QK19hVeaowKRNl+TMgd/KAzdgtKFyASZnYcPJMQNC0Zg22mTOxjBkzIGPIuPxyzOPG0vCnR/p1nlMHfBzaUc/ca8dhyzT3e1z5Y7OYt2IcezcO7ZTMfRvf5eVf/4KD2zaz6iffZ+faVwZ7SEIIIYQQFxUJ7FKsJRAiGI6Ql2FN3UnPE9gVOa0prYpZVV/F5OzJWI1WyJ8KdXtSdu4LcZgdzM6fzfpT0XV2wePHad+5c8Bm6wCUwUDO3XfTVllJW1V1UufQWrP+2f04nBbmLEtdQLpgRSwlc4g2Lj99cD+r/99PKZ5Sxmd+9xjj5szllf/+D7a++NxgD00IIYQQ4qIhgV2KeVpS3MOuvQlaPT0Hdi5byoqnRHSE6vpqZuTNiG7IL4OGIxBsTcn5e7OkZAm7PbtpbG+kec0aID1NyS/E9eEPoxwOGh5JbtbuyE4Pp/b7WHjjeMzW1DV470zJbBl6KZnN3nqe+9GD2J1Obvnyv2HPzOLWf/0GUyou483/+y3vPfUoWuvBHqYQQgghxIgngV2KeeLNyVOVitl4JPr1PKmY9S1BgqGem3v3xdGmozR3NDMrb1Z0Q0EZoAekMiZEC6hoNBtrNtK0eg222bOxjB7V+4EpZMzKwn3rLTS99BIhr7dPx0YimvXPHcBVYGfapcUpH9tQTMnsCLTz/L9/j0BbGx/+yrfIcGcDYDSZueEL/8rMq69h/dOP8eYf/wcd6f89KoQQQgghzk8CuxTzxgK7lFXF7KHVQVy85UFtCgqoVHlijclzu8zYwYCts5uZN5NMcyY7d7xKe3V1WpuSX0j23Xejg0Ean3yqT8ft21SD96SfxTdPwGhMzz+rBStKyR09NFIydSTCml/+jNOHDnDD5/+F/HHjuz1uMBi59r5/Yt71t7Bt9Spe/u//IBIJD9JohRBCCCFGPgnsUszrj5bsT1kqZmdgN+6chwpdqetlV1Vfhc1oY6J7YnRDzgQwmAesMqbJYGJh0UL06+8C4Lzu2gG57tmsEyeScckSGh5/HB0KJXRMuCPCplWHyB+bxaR5BWkbW9eUzHeeHJiZ1PN576lH2bfxXa68+5NMnL+4x32UwcBVn/g7ltxxF9VvvsaLP/8R4dDQWyMohBBCCDESSGCXYp7OGbsUFU9pOAw2F9izz3koPmOXil52VfVVTMudhskQa6lgNEPupAGbsYPoOrsZOxoxzJqGedTApmF2lX3PPYRqamh+7fWE9q96+wTN3naWfHgiyqDSOrb8MVnMXzGOfRtPc2hHXVqvdT6733mDDc88wcyrr2X+jR++4L5KKS75yF1c9YlPs2/juzz379+jI5C6gj9CCCGEECJKArsU87YEcViM2C0pKp7RcKTHNEzoEtj1c8auI9LBHu8eZubN7P7AAFbGBFjUMZrxp+H4wrEDds2eZF55JeZRoxIqohJoC7HlpcOMLstmzLScARgdzI+nZD66d8BTMk/u283L//0fjJ4+kw/93T+iVGKB7PwbbuHaf/g8R3Zs5y/f/xaBVn+aRyqEEEIIcXGRwC7FPOloTn6ewM7tMGMxGfqdinmg8QCBcICZuWcHdmXgPQQdbf06f6Kc66Lr/N6c1P8ZyP5QRiPZd91F65YttO+98Ixl5atHafd3sOTDEwdodIOXktlUV8vzP36IrJw8bv7nr2M09a1P36yrr+WGL3yFUx/s48kHv05rky9NIxVCCCGEuPhIYJdiHn8wdYVTIpFoVczzBHZKKYqcNmr62aR8Z/1OgHNn7DorYw5Mif3mNS9TOymXN4I7CQ9yoQ337behbLYLztr5fQEqXzvKpAUFFIxzDuDoBj4lM9jWyrM/epBwRwe3fvVb2LOSe75Tl1zGrV/5Jt4Tx3niga/S7BkaFT6FEEIIIYY7CexSzOsPpG7GrvkUhIPnDewgmo7Z31TM6vpqnBYnY7LOaqrdWRkz/emYgYMHCezdi3HZ5fgCPvZ4By4FtCdGtxvXTTfhe+GvhBsbe9xny0uHiYQ0i2+eMLCDixmolMxIJMyL//HveI4f5cYvfY3cUf1rvj6+fD63f/07tDR4ePyBr9BQczJFIxVCCCGEuHhJYJdi3pYgOaksnAIXDOwKU9CkvKq+ipl5M89dL5UzEQymAQnsmtasAaWYctu9AKw/tT7t1+xN9j33oNvbafzLX855rLG2lV3vnGT6ZSW4CxyDMLqzUjKfSF9K5tuP/oGD2zaz9G/+ntLZc1NyztHTZvLRb/2AjvZ2nnjgq9QfPZyS8wohhBBCXKwksEshrTUef5C8VDUnTyCwK3JaqfG1o7VO6hJtoTb2N+4/07+uK5MlGtwNQGXM5tVrsM+fR8G4MqZmT2XDyQ1pv2ZvbFOn4Fi4kIY/P4YOd08N3bTqIAaTYsENpYMzuJj8MVnMv76UfZtOc7Ay9SmZO9e+wta/Pkv5dTdSft0NKT134YRJfOzbD6OU4onv3M+p/QNXgTXdgidbqP3vHZz+ZSVtVfVJ//sUQgghhEiUBHYp1BoMEwhFUtvDThnAdf7Ut0KnjUAogq8tuVS8Pd49hHX43PV1cflToTa9vewC+/cT+OADnMtXAFBRXMG22m20hQamaMuFZN9zDx0nTtDy5pud2+qONvPBllrmLBtDhitFs7P9MH/5OHJHZ/LWn1Obknms+n1e++0vGTd7Llff++mUnber3NFjWPngj7BmZPDUd7/B0ar303KdgaK1pmXDKWp/VUmotg3dFsLzyG7qf19FR23rYA9PCCGEECOYBHYp5GmJ9rBLaWDnHB3tKXcehf1seVBVH61Eed7ArmAaNByCjvT1Hmta8zIoRda11wDRfnYdkQ62n96etmsmKmvZUkzFxXi7FFFZ/9wBbBlm5l57btP4wZCOlMyGmpOs+ukPcBcWc+MXv4rBmKL2HT1wFRSx8tsP48zL55kfPsCBrRvTdq10irSH8D62h8bn9mOd4KbwS/Mo/NJ83DdNIHishdM/30bjiweJtCfW+F4IIYQQoi8ksEshjz9apj83VamYjUcg+8LBQ5Er3qQ8+cCuwFFAgaOg5x3yp4KOgGd/UufvjdaaptWrcSxYgLkgOoa5BXMxG8xsODX46ZjKZCJ75Upa128gsH8/x/Z4ObbLy/wV47DaTYM9vE6pTMls97fw3MMPglJ8+KsPYMvITNEozy8zJ5ePffuH5I8tZdVPvs/ud99K+zVTKXiihdP/uZ22qnqcy0vJ+5sZGDMtKKMi89JRFP3LfDLmF9Ky7gQ1P9mCf9tpSc8UQgghREpJYJdCXn98xi6FxVMusL4OzjQpT7aASrWn+tz+dV2luTJm4IMPCB44QNaK5Z3bHGYH5QXlQ6KACoD7ox9BWSx4HnmUDc8eIDPbyswrRw32sM4xf8U48sZk8uaf99LeklxKZiQc5q8/f5jG0zXc8s9fx11UnOJRnp89y8lHvvkQJVOn8dJ//pgdr64esGsnS2tNy/qT1P6qEjoi5N83G+dVY1CG7oWIjJkWsm+fTMFnyjG6bTQ8uY+6X79P8ETL4AxcCCGEECOOBHYp5IkFdinpYxdshZbTvQZ2Bc5oEHm6qe9NvX0BH0eajpw/DRMgdxIoY9oCu+Y1a8BgwHnNNd22Lylewh7vHrzt3rRcty9M2dk4b7yRD945RO2RZhbfPAGTOX2pickyGqMpmYGWDt5OMiVz7R9+w5H3t3PNpz/L6OkXuC/SxGJ3cNv932HC3AW89ttfsun5pwd8DImKtIfw/nkPjc8fwDbJTcEX5mEtdV3wGMuYLAr+cQ7Zd0wm5Gmj9v9tp+HZDwinsV2FEEIIIS4OEtilUHzGLiWpmI1Hol97CeysJiM5GZak1thVe6oBmJHXQ0XMOJMVciakJbCLpmGuwbFwIab8/G6PVRRXALDx1NBYb+W+8y4OjLoOlz3IlMVFgz2c88obncWCG0r5YHPfUzK3r3mBHa+8yIKbbmPm1df0fkCamC1Wbv7yvzH1kit4589/YN3j/zfk0haDx5s5/R/baauux7WilNx7Z2DMOP9a2K6UQZGxoIiif1lA5iUl+DfXUPPjLbSsP4mODK3nKYQQQojhQwK7FPL6g9jMBhyWFKy96mx1ML7XXQudNk4nscauuj4W2PXU6qCr/KlQm/rALrBvH8FDh3CuWHHOY9Nzp5NlyRoS6+wADja4aXMUMuHQKhRD+833vOV9T8k8vGMbb/zhf5i4YDGX33VvmkfYO6PJxPX/9GVmL1vOxmefZO3//hodiQz2sKKpl++dpPa/dkA4mnqZdeW5qZeJMNhMuG+aSOEX5mEpyaDx+QPU/ud2Aod9aRi5EEIIIUa6hAI7pdRypdRepdR+pdTXenjcqpR6Ivb4RqVUaZfH7o9t36uUuq7L9t8rpWqVUlUpeSZDQH1LgNwBbE4eV+S0JjVjV1VfxTjnOFzWC6ePUTANvAch1Pd0zwtpWr0aDIbOaphdGQ1GFhctZv3J9YM+W9MRDLP5xUPk50Rw73mDlrffHtTx9KavKZme48d44Wc/JG/MWK7/p3/BYBgaaaYGg5EPffqzLLjpNipffpE1v/oZkbP6CQ6kSFsI7yO7aVx1ANvkbAo+33vqZSLMhRnk/d0scu4uI9Iaou7X7+N9fA/hJNKrhRBCCHHx6jWwU0oZgV8CK4DpwJ1Kqeln7fYpoEFrPQn4GfBw7NjpwEpgBrAc+FXsfAB/iG0bMbz+YGpbHViywJHT665FLltSxVOq6qt6n62DaAEVHQbPgT5f43y01jSvXkNGxWJMOT0/xyUlSzjlP8XR5qMpu24y3l97jFZfkMvuLcdcUEDDI48O6ngSkWhKZmuTj2d/9B1MFgu3fvVbWGz2ARxl75RSXHH3J7ls5SfY9c4bvPCzHxDqGPj1aMFjzdGql7u9uK4fT+4npiecepkIpRSOWfkUfnk+WUvH0FpVT82Pt9L81jF0aPBnKoUQQggx9CUyY7cI2K+1Pqi1DgKPA7ectc8twB9j3z8NLFNKqdj2x7XWAa31IWB/7Hxord8GBr8yRgqlPLDLLgXVe4pXodNGfUuQYB/eANa21lLbVnvhwilx+VOjX+tS16g8sGcPwSNHyFp+/tg+vs5u/cnBq47Z3tLBtjVHKJ2dR8nUPNwrP4Z/3ToCBw8N2pgS1VtKZjjUwQs//QEtXg+3/Ms3cOadp+XFIFNKsfjDH2XpJ/+e/Zs38OzD36GjPX19FbvSWtO87gS1v94BEU3+P8wm64rRSaVeJsJgMeK6tpSiL83HOtGFb/VhTv98G+17R9RLZVJCoRDbtm3jhRdeYNOmTbS2SsN3IYQQoqtEArtRwLEuPx+PbetxH611CPABuQkee0FKqfuUUluUUlvq6vrXnyvdPC3B1FTEBGjovYddXLzlQW1z4m92443JZ+XN6n3n3MmgDFC3N+Hz96Zp9RowGsm65vxFOsZkjWFU5qhBXWe3dc1hgoEwFbdMACD7ox9Fmc00/PnPgzamREVTMqcT8J+bkqm15tX/+SXHd1dx3T9+kZIpZYM0ysTNXX4Tyz/zJY5Vvc9TD32D9pb0tgqItHbg+dNufH89iG1KNoWfn4t1rDOt14wz5drJu3cGeZ+MzqjX/2819X+sJuRpG5DrDyWBQID33nuPX/ziF6xatYqdO3fy0ksv8ZOf/IQnn3ySffv2ER7EFF0hhBBiqBg6HZbPQ2v9G+A3AAsWLBjSVSu8/mBqKmJqHZ2xm7Qsod0LXWd62Y3OdiR0TFV9FUZlZGrO1N53NtuiRVxSVBlTa03TmjVkVFRgys4+735KKSqKK3jl8CuEIiFMhoG9XZu97ex88wRlFUXkjoo26Tbl5ZG1Yjm+Z58l/4tfxJiZMaBj6qu80ZksuL6UTS8cYtK8AibMjVYf3fLCM1S/+RoVt69k2qVXDvIoEzfjymVY7HZe/MWPePLB+7n96w+S4T7/PZSs4LFmPI/uJtwUxHXDBDIvK0ElMHuearapORROdNPy7gmaXj9Kzc+2knXFaLKuGoPBMjTWQqaL3+9n48aNbNq0ifb2dsaPH8+tt97KhAkTqKmpobKykp07d7Jr1y4yMzOZPXs25eXlFBQMzZlnIYQQIt0Sead8AhjT5efRsW097XNcKWUCXIAnwWNHhNZgiLaOcGqak7fUQqgtocIpcGbGrsaXeLGFqvoqJrknYTcluKYqvyxllTHbd+2i4+hR8u77dK/7VpRU8JcP/sIuzy5m589OyfUTtemv0XTLRTdN6LY95557aFr1Ar7nniPnnrsHdEzJmLd8HAcr63jzsb2UTHZzfM823v7zH5hScRmX3HHXYA+vzyYvuoRbv/oAz//4ezzx7a9xxze+m7I0Uq01LetO4Ft9GKPTQv4/zB6wWbrzUSYDWVeOwVFeQOPqQzSvPUbr1lpcN47HPjNvUALOdGpsbOS9995j27ZthEIhysrKuOyyyxg9enTnPsXFxRQXF3PNNdfwwQcfUFlZyYYNG3jvvfcoKSmhvLycmTNn4nAk9kGXEEIIMRIkEthtBiYrpcYTDcpWAme/G1wF3AusB+4A1mqttVJqFfBnpdRPgRJgMrApVYMfSjwtKWxO3oeKmNAlsEuwgIrWmmpPNdeM60OvsoIy+OBlCAXB1L/n2Lx6NZhMZC7rfUZycdFiFIr1J9cPaGDnPeln7/pTzF42hqwcW7fH7LNnY5s9m4ZHHyX7rjtRhqHdNSSekvnUDzbz8m/f5Mi2/6Zw/CSWf+aLQ37s51M6ey53/Nv3ePaH3+bxb32VO77xPXJK+pTlfY5Iawfep/bRvtuLbXouOXdMxuBIXYGU/jK6rOSuLCOwuJjGVQfwProH60QX7psnYi4c2jPHiaitrWXdunXs3LkTpRSzZ8/m0ksvJf+sHpddmUwmpk2bxrRp02hpaWHnzp3s2LGDl156iTVr1jB16lTKy8uZNGkSRuPInuEUQggheg3stNYhpdTngJcBI/B7rXW1UupBYIvWehXwO+BPSqn9RAuirIwdW62UehLYBYSAz2qtwwBKqceAq4A8pdRx4AGt9e9S/gwHSLw5eUqKp/QxsHM7zFhMhoQrYx5rPkZTsCmxwilx+WUQCUXbHhQkvx4r3pQ8Y8mSC6ZhxmXbsinLKWPDqQ38/Zy/T/q6fbXh+QOYrUYWLC/t8fGce+7m5Fe+iv+99WRedumAjStZeaMzmX11Dhue/iG2TDu3fuWbmK223g8cwkZNncZHH/gBTz/0TZ749le5/esPUlA6ofcDexA42oT3z3sINwdx3TSBzEsGJ/UyEdbxLgr+aS7+jafwvXKE07/YRuaSEpzXjMNgG/LZ9ec4duwY69atY+/evZjNZhYvXsySJUtwufrWSiIzM5MlS5awZMkSTp06xY4dO3j//ffZvXs3GRkZnamahYWFaXomQgghxOBK6F2A1vol4KWztn2ry/ftwEfOc+xDwEM9bL+zTyMd4joDu1SssWs4DChwjeltTyC6Fq3IaaMmwSblO+t3AvQxsOtSGbMfgV17VRUdJ06Q99nPJnxMRUkFf9r1J1o7WnGY059adeqAj0M76ll88wRsmT3P2GQtX47x4R/R8MgjwyKw6wgGOLz9jyjVjjnjbozmzMEeUkoUlE5g5Xce5unvfZMnH7yf2772bUqmTEv4eB2JpV6uOYzRZaHgH+ZgGZOVxhGnhjIoMpeUYJ+dT9Mrh2l57yStO+pwLS/FMa8wbVU7U0Vrzf79+1m3bh1HjhzBbrdz1VVXsWjRopSkT8ZTNT/0oQ+xf/9+Kisr2bhxI+vXr6e4uLgzVTMjY/jPdAohhBBxwzMPawjy+FOciuksiRYtSVCR05ZwKmZVfRVWo5WJ7omJjylvCqD6XRmzafUaMJvJWrY04WOWFC8hFAmx9fTWfl07EVpr1j+7H4fTwpxl5w+sDRYL2R/7KC1vvUXw2LHz7jcUaK155df/Qc3+fVz58X8iHMrlnSc+GOxhpUxOyWhWPvgwDqeLp7/3TY68X5nQcWF/B57/24XvpUPYp+VQ+Pl5wyKo68qYYSb7w5Mp+NxcTLl2Gp7+gLr/2kHwWPNgD61H4XCYnTt38utf/5pHH32UhoYGli9fzpe+9CWuuuqqlK+JM5lMlJWVsXLlSr785S+zfPlytNasXr2an/zkJzz++OPs2bNHqmoKIYQYEYZf3s4Q5fVHC5fkZqageEq8h10fFDit7DzhS2jfak8103KmYTb0Yf2Q2R4dU23yveyi1TBXk3nJJRj7kGY1t2AuFoOFDac2cPnoy5O+fiKO7PRwar+PK++cgtl64TU57o+tpP43/0PDo3+m8GtfTeu4+mPDM4+z5923uGzlJ5h//VIi+tA5VTKHO2deAR/79sP85aFv8uzD3+aGL36VyQuXnHf/wJFY6mVLEPfNE8lYUjxkUy8TYRmVSf4/zKZ1ey2+1Yeo/VUljvmFuJaXYkxFFkE/dXR0UFlZyXvvvUdDQwN5eXnceuutzJw5E5NpYH4NZWRkUFFRQUVFBTU1NZ2pmnv27MHhcHSmahYVFQ3IeEaycLgVr/c9WlsPYrOPxu1agNUq1UqFECLdJLBLEY8/iMVkICMVJcgbDsPEq/t0SJHTxqu7TqO1vuAb1FAkxG7Pbu6Yckffx1UwrV8zdu3vv0/o5CmyPv/5Ph1nM9mYVziP9afS26g8EtGsf+4Arnw70y4r6XV/c2EBzmuvofGZZ8j//D9hGIIV+Pauf4f3nnyU6VcsZdGt0WzpecvHcWhHPW/+eQ/Fk13Yh8Ab/1TIcGfz0Qd+yDM/fIAXfvoDlv/jF5l+RfeZYR3RtLxzHN/LhzG6bRT84xwso4fXLN35KKXImFeIfXouTWuP0rLuJG1V9TivGUdmRQnKOPCBa3t7O5s3b2bDhg34/X5GjRrFtddey9SpUzEMYuGeoqIiioqKuqVqbtq0iQ0bNlBUVER5eTmzZs2SVM0+aGs7gcfzBvWetTQ0rCcSCXZ73G4fi9u1AJd7AW7XAhyOCcP6wxQhhBiKJLBLkXhz8n7/oupoh+ZT4E6sOXlckctGIBTB19aB23H+N+oHGg/QHm5nRt6Mvo8tfyp88CqEO8DY92qBTavXoMxmspYmnoYZV1Fcwc+3/Zz6tnry7Hl9Pj4R+zbV4D3p59q/m4HRmNibzux7Pk7TS6vxrXqB7JUfS8u4klWzfx9rfvkzSqZO55r7/qnz3oxWyZzGk9/fzDuP7+Pav+vDWsshzpaZyR3f+B7P//v3WP3LnxJsa6P8uhuAaOplw5N7ad/bgH1WHtm3Tx6WxUZ6Y7CZcF8/gYwFRTS+cADfCwdp3VyD++aJWCe4B2QMzc3NbNy4kc2bNxMIBJg4cSKXXXYZpaWlQ+rNvNFoZOrUqUydOpXW1lZ27txJZWUla9as4ZVXXmHKlCmUl5czefJkqap5Fq3DNDXtoL5+LfX1a2nxRz/0s9vHMmrU3eTlLsXpnIW/9SC+xi00+rZQ73mTUzXPAGA25+B2ze8M9LKypmMwjIwPmYQQYrCMvHc1g8TrD6amIqbvGKD7nIpZ2KXlwYUCu6r6KgBm5ibxZj6/DCId0cqY+Qk0Nu9CRyI0vfwyGZddhtHZ975gS0qW8PNtP2fDqQ3cOOHGPh/fm3BHhE2rDpE/NotJ8xJPGbLPLcc2fToNjz6C+2MfHTJvWps99Tz34+/hcGdzy7/8GyZz90A8d1QmC28oZeOqQ0ycX8vEuSMnTcpis/Phrz7AX3/xI17//X8RaPUzp/xaGh7bS9jfgfuWiWRUDO/Uy0SYCxzk/e1M2qs9NL54kLrf7MQ+Ow/XDRMwuVKQMt4Dr9fLe++9x/bt24lEIkyfPp3LLruM4uLitFwvlRwOB4sXL2bx4sWcPn2aysrKbqmas2bNory8fFg8l3QJhZrxeN+hvn4tHs9bdHR4UcqIy7WASZPuJy93KQ7H+G7/tlzOObiccxjLp9Ba09p6CJ9vC42xYK+u/lUADAYbTucc3O6F0Zk9Vzkm08iYTRdCiIEigV2KeFIV2PWx1UFckSsa2J1uClB2gSUiVZ4qsixZjHWO7fvY8mPVMOv29Dmwa9uxg9CpUzi/9MW+XxcoyynDbXWz4WR6Aruqt0/Q7G3n6o+X9amioFKK7Hvu4dTXv07rxo1kVFSkfGx91dHeznM/+i4d7W3c8eCDOJw9r2ece904DlbW89afo43LR0pKJoDJYuGmL32Nl//rF9Sv3kvdxiJMOXYKPlOOZdTIqAiaCKUU9pl52KZm0/zWcZrePE77bi9ZS8eQdflolCk16ZCnTp3i3Xffpbq6GoPBQHl5OZdccgm5ubkpOf9AKyws5LrrruNDH/oQBw4coLKyki1btrBx40YKCws7UzUzM0f+vdTaeph6zxvU16+lsXETWocwmVzk5V5Fbt7V5OZcgdmc2JpppRQZGRPIyJhASclHAQgEamn0be2c1Tt8+FdABDCQlTkNl3t+LNibj9UqrSqEEOJCJLBLEa8/wPjcFKyxSjawi83Yne6l5UF1fTUzcmdgUEm8oetHZczmNWtQFguZSaRhAhiUgcXFi1l/an2v6wj7KtAWYstLhxldls2YaTl9Pt55w/XU/vu/433kkUEP7HQkwkv/7yfUHTnErV/9JnljS8+770hOyQSgPcLCjGsJ5DRytGU3beNDXF08b7BHNSiU2YjzQ+NwzCvE9+JBml4+gn/Ladw3TcRe1vd7HqLFkI4cOcK6devYv38/FouFSy65hIqKCrKyRsZMi9FoZMqUKUyZMoXW1laqqqqorKzk5Zdf5tVXX2Xy5MmdqZoDVQQm3SKRDny+bdR7oimWra0HAcjImMzYMX9LXt4ynM5yDIbUPF+rtYDCghUUFqwAIBRqoalpB42Nm2n0beHkyac4fvz/ALDbxkYDPdcC3O4FOBwTR/zMuxBC9MXI+E00BHhbgqmriGmyQ2bfUuMKnNFrX6jlQXuonX0N+/jkzE8mNzaLA9xj+1wZU0ciNK15mYzLL8fYj0+4K4orePnwyxxqOsQEV3KNqHtS+epR2v0dLPlwH9o/dGGwWnF/5CN4fvtbOk6cwDxqVMrG1lfrnvgT+zev56pPfJoJcxf2uv9ITckMHPTheXwPkdYO3LdO5NDBg1Q+v4r2gJ/ln/kSxhHyJryvTDk2cj8+nfYPGmhcdQDPH6qxleXgvnECpjx7QueIRCLs27ePdevWcfz4cRwOB0uXLmXhwoXY7YmdYzhyOBwsWrSIRYsWUVtb25mquXfvXux2e7eqmsMt2OjoaMDjeTuaYul9m1CoCaXMZGdXMHrUPeTlXY3dnkSWRxJMpkxyci4lJyfaHzQS6aClZXcsdXMzHs9b1NQ8C4DZnI3LNR935zq9GbJOTwhxUbs4392kWHtHGH8wnLpUzOxS6OMbA6vJSE6G5YKB3R7vHsI6nNz6urgkKmO2bd9O6PRpnP/yL8lfl+g6O4D1J9enLLDz+wJUvnaUSfMLKBjX97V/cdl3rsTzu9/R8NhjFPTzeSar+q3X2fTcU8xetpx519+c8HEjKSVTRzTNbx6j6dUjmHLt5P3NDCwlmVxecS/WjAze+fMfCLa3cdMXv4bJMnyfZ3/ZJmdT+IV5tLx3kqbXj1Lzs61kXT6arKvHYDhPm494D7p3332Xuro63G43119/PXPnzsVs7nsxpeGsoKCAa6+9lmXLlvWYqjlnzhxmz549ZFM1tdb4W/fjqV9Lff0bNPq2AhHM5lzy868lL3cpOTmXYjIN/vgNBjNO52ycztmM5W/RWtPWdrhzjV5j4xbq61+L7Rtfp7cgtk5vrqzTGwLqgh1Ut7RR1dwW/drSxvH2IFkmI6OsFiY6rExwWJlgt0a/t1vJMEmxIiGSIYFdCqS8OXkf0zDjCp22C6ZiVnuqAZiZ14/ALn8qHFgL4RAYE7t9mlavQVmtZF7dtxYOZxuVOYoxWWPYcGoDd0+7u1/nitvy0mEiIc3im/sXKJqLi8latozGp54m73Ofw2BLvLl8KhzfU82rv/lPxs6czdK//Yc+zRh0Tcl8+/F9XDdMUzLDLUG8T+wl8EEj9jn5ZN82CYP1zD266JY7sDocvPa7/+KZH36bW//1G1jsQ69FxUBRJgNZV4zGUV6Ab80hmt88Ruu207huGI99dn7nPRQMBtm+fTvvvfcePp+PgoICbrvtNmbMmHHRV4o8O1WzurqayspKXnnllW6pmlOmTBn0VM1IJEBD42bq61+nvv4N2tuPAZCVOYPS0s+Ql7cUZ9YsVDJp+gNIKYXDMR6HYzwlJdEWLoFAHT7f1s5A78iRX3NYhwEDmZllnYGe271A1umlUVhrDrUFugVw1S1t1AZDnfuMspqZmWVnaY6T5nCY4+1B1je28PTphm7nKrKYmeA4E+jFg7+xNguWQWyVIsRQJ4FdCnhbooFdv2fstI4GdqXJNeEuclovOGNXVV9Fvj2fwox+/GLLL4NwEBoOQd7kXnfX4TDNL79M5hVXYMzsf0+oJcVLePHQi3REOvrWYL0HjbWt7HrnJNMvK8Fd2P83+Nn33E3zK6/Q9Ne/4r4jiT6BSfLV1rDqxw/hzC/gxi/dn1SaYTQlczwbVx1k0rxaJvahMuhQ0H6gEe/je4m0hXDfNomMhT2nw8255nosdgerf/lTnvreN7jt/u9gz7y4P9E3Oi3kfHQqGYuLaVx1AO9je7FsqMF6bQmVR6vZuHEjra2tjB07lhtuuIHJkycPu1TDgeBwOFi4cCELFy6krq6OyspKduzYwb59+7Db7d2qag7Un18gWI+n/k3qPWvxetcRDvsxGKzkZF/KuHH3kZd7NTbb8K/yabXmU1CwnIKC5QCEQn6amio7Z/W6rtOz2cbgds/H7Voo6/T6wR8Os6elvTN4q25pY1dLO22RCAAmBVMzbFyVk8XMTDszMu1Mz7STbe7591NrOMKRtgAHWgMcjH9tDfBiXSPejnDnfkYFY20WJthtncHeRHv0a7HVjEH+LsVFTgK7FPD4AwDk9jeFrdULwRbI7lsPu7gil42dJ3znfbyqviq5/nVdda2MmUBg17ZtG6G6OpwrlvfvujEVJRU8ue9JquurKS8o79e5Nq06iMGkWHBDaUrG5li4EOuUKXgfeRTX7bcPyJuFQGsrzz78IJFImFu/8kC/gpR5143lYGUdbz0WS8nMGvqpijqiaX7jGE2vxVIv/3YmluILf4Aw7bKrsNjtvPCzH/Lkt7/G7f/2XTKzkysgMpJYxzkp+Gw5Ne8c4J033mH3H54npMJMnjiJy664nHHjkntduhjl5+dzzTXXsHTpUg4ePEhlZSVbt25l06ZNFBQUdFbVTHWRGa01LS27o73lPG/Q1LQD0FitRRQV3kxe3lKys5dgNI7ctZAAJlNGz+v0fFtpbNyMx/MONTXPAbJOLxG1gY7OAC7+9UBrAB173GUyMiPTzj0lOczItDMz087kDBvWPsysOYwGpmXamZZ57r3Z0BHiUGuAA23RYC/+9b3Gls5AEsBuUIyPBXkTHbZuM3055wkohRhp5E5PAW9nKmY/i6ckWREzrtBpo74lSDAUwXJWGfOmYBOHmw73v1VA3pTo17o9MO2mXndvWr0GZbOReeWV/btuzKKiRSgU60+u71dgV3e0mQ+21DJ/xTgyUtTTK9r64G5qvvUAbVu34liwICXnPZ9IJMyL//EjvCePc/vXHySnpH9FWwxdUzKfGPopmeHmWOrl/kYccwtw3zrpvOvDzjZx/mJu+9q3ee5H3+WJB77KHd/4Hq6CiztFq76+nnfffZcdO3aglWZK9jhmnC4k77Ab51QLeozuUysQEU3VnDx5MpMnT6atra3HVM05c+YwderUpFM1w+F2GhrWR1MsPW8QCNQA4HTOYcL4L5KXt5TMzGkX9axUt3V6Yz7ZZZ3eVhp9m89ap2fF6SzHHQv2XK55F806vbDWHGgNnAngmqNf6zvOpFKOsVmYmWnn1oLs6Exclp3RVnNa769ss4lsl4l5ru4f2mmtqQl2dM7uxQO+3S3trKn3EdJdzmEyRtfxdc7wRWf8Su0WMi7ylHIxskhglwLxwC6nvzN2DYeiX5MM7OItD2qb2xmd3T21cJdnFwCz8mYlPTwArJngGgu1e3rdVYfDNL3yCplXXokho/9pmAAuq4sZuTPYcGoD/1j+j0mfZ/2z+7FlmJl7bWpnIVw33UTtT36K95FH0x7YvfWn33No+xY+9HefZdys8pScc7ikZLbvb8T7xB4ibWGyb5+MY0Fhn99YjJ05h4988yGe+cEDPP7AV7jjG98jd9SYNI146Dpx4gTr1q1j9+7dmEwm5s+fzyWXXEJ2djbBky00rjpA4zP78W+qwX3zRKxjky8ydDGz2+0sWLCABQsWUFdXx44dOzpTNW02W2eqZklJSa/3cnugJlrBsv4NvA3vEYm0YzRmkJNzGXm5XyI37yqslrwBembDT/d1etG0+UCwHl9jdJ2er3ELR47+N4eP/Ioz6/SibRZc7gXYrBdoFjtM+ENhdvnbOwO46pY29vjbaItEoyGLUkzNsPGhXCczs2KplBk2XENo5kspRbHVQrHVwmXZ3YPvjojmWHuQA63t3VI7321o4ama7uv5SqxmJnTO9MXX9NkYY7Nglg+zxDAzdP6FDmMefxCzUZFl7ecfZ3zGzp1csFHY2aT83MCuqr4KoP+pmAAFZQlVxmzdspVwfX3K0jDjKkoq+EPVH/B3+Mkw9z1gPLbHy7HdDVx6xySs9tT+EzDY7bhvvx3vH/9IR00N5qL0vAF4/7U1bHvpeeatuJk516xI6bmHckqmjmia1x6l6fWjmPLs5H9qFuai5D80KJ48lY9++4c8/b1v8MQDX+X2rz9I4YRJKRzx0KS15tChQ7zzzjscOnQIq9XK5ZdfzuLFi7tVcrSUZJL/97Np21FH40uHqPvVDhzzC3EtL8U4hO6L4SY/P58PfehD3VI1t2/fzubNm8nPz6e8vJzZs2d3pmpqHaGpeWdnMNfcEi2EZbONoaTko+TlLSPbvRCDITXZBxcjqyWPgoLrKCi4DuiyTi/WPP3Uqb9w/PifgK7r9KKBXoZj4pAtOhOf1apuae+cgatuaeNQ25lUyuxYKuUnRuV1roeb5LAO6yIlZoPqnKE7mz8c5nBbMBbstXfO9K2qbaQxdGY9n0nBOJv1rJm+aPBXZEnvLKUQyZLALgU8LQFyMiz9/0fecBgyC6P94pIQn7Gr8QXOeayqvooxWWNwWV39GWFU/lQ4+BZEwmA4fwpD05rVKLudzCuu6P81u1hSvITf7vwtW2q2cOWYvqV4aq3Z8OwBMrOtzLwyPf3msu+6E+///i8Njz9OwRe/mPLzH63aweu//y/Gl8/nyo9/KuXn70zJ/EGsSuanh0ZKZrg5iPfxPQQO+HDMK8B9S+KplxeSP7aUlQ/+iKe/9w2efPDrfPhrDzC6LAUfgAxBkUiEPXv2sG7dOk6ePElmZibXXHMN8+fPx3aeSq5KKRzlBdim5dK89ijN607QVlWP80PjyLykGGUcvm/+BpvBYGDSpElMmjSpM1Vzx44dvPrqq7zxxmrKpmmKi+sIhyvp6PAABtyu+Uya+BVy85aS4Zgkby7T5Nx1eiFaWnbF1ultwetdd+46vVj6ZlbWzEFZpxeKaPa3dQ/gqlrauhUfKbVbmJFp546i7M4griTNqZRDTYYxGsjO6GE9n7cjFE3r7Czi0s7B1gDrGpo7ZzMhuiawc5bvrK/uITSrKS4+cvelgNcfJKe/6+ugX60OoEtg10NlzKr6KuYVzEv63N3kl0E4EB1vbs9NvXUoRPMrr5J51ZUYHKktKV9eUI7NaGPDqQ19DuwObKuj9kgzSz8xDZM5PXn1ltGjybz6ahqffIq8f/xHDNbUfYruPXmCF376A7KLR3HDF76CIU1rAzpTMp8/yMR5tUyaP7gpme0fNOB9Yi86ECb7jilkLEjterjsohJWfica3P3loW9xy5e/Tmn5/JReYzCFQiHef/993n33XTweDzk5Odx0003Mnj074R50BqsR14rxOBYU4vvrQXwvHsS/uQb3zROwTcpO8zMY+ex2OzNmFFJYaOLkqX20NG8FFaKlxYzPN5aszOuZPv0jjB07/aJ6Ez5UGAymHtbpHelsseDznb1Ob05ni4V0rNNrDoXZ1aWYSTSVsp1ALPiwGqKplMvzXJ0FTaZn2smS/nAXlGM2keMyseCs9XwRrTkV6Oi2lu9Aa4Cdza28WNdIWHc9h5GJdts57RpK7Vbs8kGYSDMJ7FLA4w+mqIfdERi3JOnD3Q4zFpOB02cFdnWtdZxuPd2//nVd5U+LnXjPeQO71s2bCXs8OJenNk0QwGK0ML9wPutPru/TceFwhA3PHyCnJIOpFeldI5Fzz90cXbuWptWrcd96a0rO2d7SwnM/ehBlMPDhr34LqyM16xbPZ961YzlUWcfbj+9l1JTBScnUEU3T60dpXnsUU76D3E/PwlyYnuedlZvHx77zMH956Fs8+6PvcsMX/pUpiy9Ny7UGSiAQYOvWraxfv57m5maKior4yEc+wrRp0zAkmWZlzneQ+zczaN/tpfGvB6n/bRX2WXm4bhiPyT2w/RuHu0gkRFNTZayK5Vr8/g8AcDgmMHbsveTkXk2DN4cdO6rYunU3Gzc+RV5eXmeqptMp6x0HS3SdXikORyklxdF1esFgfSx1M1p988w6PRVdp+dagMs9H7d7YcLr9LTWnAx0dAZv8UDucFuwc58cs5GZmXb+NpZKOT3TziSHTdaHpZBBKUbZLIyyWbic7kF6MBLhaHvwrJm+AG95m3mixttt31FWc6xSp61baudoqwWT/H2JFJDALgW8/iBjc/o5KxXugKbj/ZqxU0pR5LRRc1aT8vj6utQFdl0qY5bd0OMuTavXoBwOMq9IridfbyqKK/jJ1p9Q21pLgSOx2aTd757CV9vG9Z+ZjSHNL6COJUuwTJxIwyOP4rrlln5/wh4OhXjhZ9+nqe40d3zzIVwF6V+8bzAaWPqJwUvJDDcF8D6+l8BBH475hbhvmYjBkt5Pmx1OFx/51kM8+/CD/PVnD3Pt3/8TM6++Jq3XTAe/38/GjRvZtGkT7e3tjB8/nltvvZUJEyakZLZHKYV9ei62ydk0v3Oc5jeO0b7HS9ZVY8i6YjTKLJ9Kn09HRxMe71t46t+g3vMWoVAjSplwuxdRUvIx8nKvwuEY37l/bg5MmjSV9vb2zqqar732Gq+//joTJ06kvLycqVOnJjzzKtLHYsmjIP86CvKj6/TC4VZ8vi7r9Gqe4fiJ+Dq90d0CvQzHREJasb81WtCka1GThi7rvibYrczKdLCyKNZaIMsu670GmcVgYJLDxiTHuR9stYTCHOrSny8e/D1z2ktT6EyrBrNSlNot0fV89u7tGgosJvn7FQmTwC4FvC3B/jcn9x0DHelXYAdQ2EOT8ipPFQZloCynrF/n7mTNAteY81bGjKZhvkLW1VdjsKenX9KSkiWwFTac2sDNE2/udf+OQJjNLx6ieKKL0lm5aRlTV0opcu65m5rvPEj7jh3Yy8uTPpfWmrX/+2uOVr3P8s98aUDXfw1WSmb7vljqZTBM9kemkDF/4FoR2DIyuePrD/L8Tx7i5V//gmBbK/Ouv2XArt8fjY2NrF+/nq1btxIKhSgrK+Oyyy5j9OjRabmeMhtwLh2LY14BvhcP0fTqEfxbT+O+YQK26TnyZiTG7z9IvWct9fVr8fm2oHUYszmHvLyryctbSm7O5b2m6tlsNubPn8/8+fPxeDzs2LGDyspKnn76aWw2GzNnzmTOnDmMHj1a/tyHCKPRQU7OJeTkXALE1+ntjjZN977POs9p9p9ez1FOcURN4gSj6SD64ZXNoCjLsHNDvpsZWdFUymkZNjIllXJYyTQZmZXlYFZW9w//tdZ4OsLdirfEZ/re9DZ3ptQCZBgNnbN7Z7drcMr9IM4igV0/BUJhmgOh/qdi9rMiZlyh89wm5dX11Ux0T8RhTuFat/yp0Rm7Hvg3biTc2JjyaphdTc6eTI4thw0nEwvsdqw9RqsvyPJPzxywNz2um2+m9qc/w/vIo4zqR2C3ffUq3n9tDYtuuYMZVy5L3QATNJApmTqsaXrtCM1vHsNU4CD3rvSlXl6I2Wbj1q98i5f+899544//Q6C1lYrbVw7ZN8y1tbW8++677Ny5E4DZs2dz6aWXkp+fPyDXN7lt5N49jfb9jTS+cADPn3ZhnZKN+6YJmPNTu8Z2OIhEgtHeaJ43qK9fS1vbYQAyM8sYN/Y+8vKW4nTOQank3pTl5uaydOlSrrrqKg4fPkxlZSWVlZVs2bKF3NxcysvLmTNnjqRqDgFaa44HOjpn36pbMqlqWczR9rnRHRRkG0NMNNYxN/I2JR2VjOMQJREv2YZZuM3zcdkW4HLMwyxv4kcMpRR5FhN5lkwWuTO7PRaOpd9GZ/fOtGvY3tTKqtpGIl32zTObOpuwd23IXmqzYpP1fBclCez6qbOH3SA3J48rctp4dddptNYopdBaU+WpYtnYFAcE+WVweF2PlTGb16zB4HCQcXl60jABDMrA4uLFbDi1ofO5nk97SwfbXz5C6ew8iie50zamc8aYkYH7tg/j/fNjFHzlXzEX9H2269D2Lbz5f79j0sIKLlv5iTSMsncGo4Glscblbz22j+X3pSclM+wL4HlsD8HDTTgWFOK+Of2plxdiMpu58Qtf5ZX//k/ee+pRAq1+rvz4p4ZUcHfs2DHWrVvH3r17MZvNLFq0iCVLluBypaD6bRJsk9wUfn4uLetP0fTqEU7/fBuZl47CuWwMhv62gxnigkEPHs9b1HvewON5m3C4BYPBQnb2EsaO+SS5uVdjt6e2Eq/BYGDChAlMmDCB66+/nl27dlFZWcnrr7/O2rVrmTBhAuXl5ZSVlUmq5gAIRiJ80Bqgqrn7ejhfLJVSARMdVuY6HXy8JLezMuOZVLsVBIP1+HzbaGzcQqNvC0eO/g/6yH8RXac3FbdrYTR907UAm614MJ+uSBOjUoyxWRhjs3BlTveZ/EAkwpG2YJciLu0caA3wuqeJx4JnGskrYLTN0sNMn5XRNgvGIfR7TKTWyP5NOwA8LfHALgUzdkYLZPXvhbrIZSMQiuBr68DtsHC8+Ti+gI8ZuSlO38svg1A7NB6BnAmdm3VHR7Qa5rJlKa0G2ZMlxUtYfWg1BxoPMCn7/L3Htq45TDAQpuKWCefdJ12y77oL7//9icYnniT/nz7Xp2Prjx3hr794mLxxpaz43JdRg9hTKLckk0U3jmfDcwfZvzX1KZnR1Ms96I4I2R+bSsbcodEY3WA0ct0/fB6Lw87WF58j0NrKNfd9FsMF2nykm9aa/fv3s27dOo4cOYLdbueqq65i0aJFOFJcgTYZymgg67JROMrz8a05TMvbx2ndXovr+vE4yvOHVGDcH1pr/P59nYVPfL7tgMZiyaew4Hry8paRk3MJRuPA/J3YbDbmzZvHvHnzOlM1d+zYwV/+8hesViszZ86kvLxcUjVTpLEjdE5Bk33+AB06mkJnNxiYnmnjlgJ3Z1XKskwbGb1UMrZY8sjPv5b8/GuB2Dq9ph34GqPVN7uv0xvV2UvP7VpARsakIdtPT6SG1WBgSoaNKRnnrudrDoW7reOLt2t4ssZPS/jMPJ9FKUq7zO51LeKSZ5b1fMOdBHb9FJ+xy81MQWDnHgf9fPNe6Iw3KQ/gdlio8qS4cEpcfmy9Xt3eboGdf8NGwj5fWtMw4yqKKwBYf2r9eQO7Zm87O988QdniInJHZfa4TzpZxo0j44rLaXjyCfL+/j6UJbH7pLXJx3M/ehCz1caHv/ItLLb0rFXsi7nXjOXg9mjj8lSlZOqwpunVwzS/eRxzkYOcu6ZhLhj84KQrZTBw9b33YXVksuEvjxFsb+P6z/0zRtPAzoCEw2F27drFunXrOH36NE6nk+XLlzNv3jwsCd5XA8mYaSHnjilkLCqicdUBGp7Yi3/DKdy3TMRSMvD/FlMhHA7Q2LiBuvq1eOrX0h44CUBW1kzGj/88eblXk5U1Y9DfXHdN1Txy5AiVlZW8//77bN26tTNVc/bs2YM2szucaK052h7sDOLigdzx9o7OfQosJmZk2lma4+wsaDLebk3JrIjR6CAnewk52dGK2ZFIiBb/nmig59uKt+E9ak4/D4DJ5MLtmh8N9NwLcGbNlKb1F5Esk5E5WQ7m9LCer74jFGvI3r1dw+ueJoL6zHq+LKMhFuTZuqV2TrBbpVXGMCGBXT91BnapmLHrZxomRGfsINrLbmpRFlX1VVgMFiZnT+73ubuJV8as3Q1Tz7Q0aFqzGkNmJhmXpr9MfHFmMaXOUjac2sDHp3+8x302/fUQGs3Cm8b3+PhAyLnnHo59+j6aXn4F10039rp/qKOD53/8EP6GBj727R+SlZs3AKPsXapTMkO+AN5Y6mXGoiLcN01Apam3YH8ppbj0o3djdTh460+/o6OtlZv++X7M1vSX9+/o6GDHjh28++67NDQ0kJeXx6233srMmTMxmYb+S7h1rJOCz5TTuvU0vjWHqf3P7WQsLsZ5zTiMGUM/PTAQqO1cK+f1vksk0obBYCcn51JKx3+OvNyrsFoHrrhPXxgMBsaPH8/48ePPSdV8/fXXu6VqDsUPBwZaIBJhn7/9THPv5jZ2+ds6qxcaiKZSLnRm8Dcl0QBuRqadfMvA3ccGgwln1kycWTMZM+ZvYv30juKL9dNr9G2l3rM2tq8FZ9ac2IzefFyu+ZjNsu7yYqOUIt9iJt9ipqKH9XzH24PdAr6DrQE2+/w8e7qBLu35KLCYugR7Z9o1jLNbsA5iRpHobui/KxjiPJ2BXQrW2I1e1O/xxJuUn461PKiqr6IstwyzIcW/eGwucI6KztjF6GCQ5tdeJ2vZ0rSnYcZVFFfw/IHn6Qh3YDZ2f47ek372rj/F7KVjcOYO3oxXxqWXYhk3joZHHuk1sNNa8+pv/pOTe3dx4xe/StGkKQM0ysSkKiWzba+Xhif2okOanJVTcZQPjdTL3iy48cNY7A5e/Z//xzM/+Da3fuVbWNOU/tje3s6WLVtYv349fr+fUaNGce211zJ16tSke9ANFmVQZCwswj4zj6ZXj9Cy4SRt79fhvLaUjEVFqCHUv0nrCM3N1Z3BXHNztCCNzVpCcfHt5OVdTbZ7CUbj8JoJsVqtzJ07l7lz5+L1ejtTNZ955hmsViszZsygvLycMWPGXBSpWN6OULTBd/OZVMoPWtsJxd7JOowGZmTYua0wJ9YbzkZZhh3HECtIEe2nNw6HYxzFxbcD0fWePt/WzkDv6NH/4Yg+s07P5YoGem73Amy2ksF9AmJQGZVinN3KOLuVq896rD0c4XB799TOg60BXq5vor7jTH8+AzDGZjmrIXu0QfsoqxnDRfB6MpRIYNdPXn8Ak0HhtPfjj7KtAdp9KZmxK3BG32zUNLUTioTY7d3Nhyd9uN/n7dFZlTH9GzYQ8fnIWp7+NMy4ipIKHt/7OO/Xv8/8wvndHtvw/AHMViPzV/Sv0mh/KYOB7Lvv5vT3v0/bzirss84/07Xp+afZ9fZaltxxF1OXpK/4TH90TcksmezG4Uz8k34djuB75Qgtbx3HXJxBzl1lw65q4uxl12F1OHjpP3/MU9/9Orfd/x0cztSltDU3N7Nx40Y2b95MIBBg4sSJXHbZZZSWlg77N9wGuwn3zRM70zMbn9uPf9Mp3DdPxFo6eGmB4XArXu97sZYEbxAM1gIKl2suEyf8C3l5S8nImDLs//zjcnJyuPrqq7nyyis5cuQIO3bsYOfOnWzbto2cnJzOVE232z3YQ+23SCyVsqq5rVs65YnAmVTKYquZ6Rl2rs1zda6HK7Vbhu0bUosl96x1em00Ne3oLMhSU/MsJ048Apy9Tm8+GRmTBz2VWAwNNqOBsgw7ZRnnfjDu6whxsC3YvV1Da4BNPj/+Luv5bIYu6/ns3ds15JqNI+Y1dSiRwK6fPC1BsjMs/bs5U1QRE8BqMpKTYaGmqZ2DvoO0hdpSv74uLr8Mtv4BIhEwGGh6aTWGrKwBScOMW1S0CIMysP7k+m6B3an9jRzaUc/imydg7+/6xxRw3fZh6n7+cxoeeQT7wz/scZ8PNr3Husf+yNRLrmDJHXcO8AgTZzAaWHbvdJ74/ibefnwvy++bldBxocZY6uWRJjIWF+G+ceimXvZm6pLLMdtsvPCTH/Dkd+7n9n97kKyc/qXMer1e3nvvPbZv304kEmH69OlcdtllFBePvMp35qIM8j49i7ad9fhePEjdr9/HMbcA14rxGPvwQUF/tLef7Cx80tCwnkgkiNGYSW7uFeTlXk1u7pVYLOnveTmYuqZqrlixgt27d1NZWcnatWs7q2rOmTOHadOmDYtUzfZwhL2t7VR3mYWrbmnrLBxhVDDJYaPCndkZwE3PtJNnGdlvhYxGO9nZFWRnR9elRyIh/P69nYGet2F9z+v0XPNxOmfJOj1xDpfZxFyzibnOc9fz1QZD3Yq3HGwLsM/fziv1TZ3FhQBcJuM56/jiAWCGrOdL2sh+NRsAHn8wBevrjkS/piCwg2gBldO+dqrr9wMwIy9NDa3zy6CjFXxHiWSU0Pz662QtW4ZhAN8AZFmymJk3kw2nNvC5udGqk1pr1j93AIfTwpxlYwZsLBdizMzEdeutND71FAVf+VdMud3fMJ4+dICX/t9PKJ40lev+8QtD/lOsnJKMzpTMD7acZvKCC68xatvtoeGpfeiwJufOMhxzBqa/WjpNmLuQ277+HZ770YM88cBXueMbD+EuLOrzeWpqali3bh3V1dUYDAbKy8u55JJLyM0d2UGFUgrH7HxsZTk0v3GM5reP01btwblsLJmXlqBMqZ010DpMU9OOWDD3Bi0t0WwDu30co0bdQ17u1bjdCzAYhn4Akw5Wq5Xy8nLKy8tpaGjobID+7LPP8uKLL3amao4dO3ZIvD7VB2OplF0KmuxvbScce9+YaTQwI9POR4tyOgO4qRk27EMslXIwGAwmsrJmkJU1gzFj7kVrTXv7sc5Ar7Gx+zq9rKzZuGOVN2WdnrgQpRSFVjOFVjOXZHdfzxeKaI4HgmcVcWlnfWMLT59u6LZvkcV8VmpnNPgba7NgGWZLEQaaBHb95PUHU9PqACA7NSmDRU4rNU3tVNVXkWnOpNRZmpLznqNLZUx/5SEizc04r19x4WPSYEnxEn6787c0B5vJsmRxZKeHU/t9XHnnFMzWofOpT/Y9d9Pw5z/T+NRT5P3DP3Rub2nw8ty/fxd7ppNb/vUbmC3D49PReErm24/vY9SU7B5TMnU4gu/lw7S8fSKaenn3NMx5g1/hM1XGTJ/FR775ff7ygwd4/IGvcMe/fZe8Mb3/O9Zac+TIEdatW8f+/fuxWCxccsklVFRUkJWV1evxI4nBYsR1XSkZ8wtp/OtBfKsP4d9Sg/umidimZPfr3KFQMx7vOurrX8fjeYuODi9KGXG5FjBp0v3k5S7F4Rg/JAKVoSQ7O5urrrqKK664gqNHj1JZWUl1dTXbt28nOzu7swH6QKRqRrTmcFuw2wxcdUsbp7qkUo6ympmRaef6eCpllp2xtuGbSjnQlFLY7WOx28dSXHwbEF+nt60z0Dt69Lcc0b8GFJkZUzpbLMg6PZEoUywts9RuZdlZn1u2hiMcjjViPxT7erA1wIt1jXg7wp37GRWMtVmYYLed066hWNbzAaC01r3vNUQsWLBAb9myZbCH0c3VP36TmaNc/Oedc5M/yQtfhN2r4CsHUzKm+595n1d3nWbCnP/BaXHy2+t+m5LznqOtER4eBx/6DidfOEXzm28x5Z23Ey7pnypbarbwyZc/yS+u/gVXjb6aJ763iXBHhDu/vRjjEPt09ujfforAgQNMeu1VlNlMRzDAk9/+Gp7jx1j54I8oKB34Xnv94T3p54nvb2L87LxzUjJDDe3R1MujzWRUFOO+YQLKPLT+PlLFc/woT33vG4Q7Orj9/u+ct+hNJBLhgw8+YN26dRw7dgyHw0FFRQULFy7Ebh85AW9/tO3x4nvhACFPO7bpubhvnIApJ/Hqo62thzsLnzQ2bkLrECaTi7zcq8jNu5rcnCswm6XMf18Fg8HOVM1Dhw4BMH78eMrLy1OWqtkWjrDH336mN1xzG9X+NlpjqZQmBZMdts40yplZ0Zm4HLN8Rp1uZ6/T8/m2Ew63ANHCQl0DPVmnJ1KpoSPEoa5tGrq0a2iLnFnPZzcoxnf25OvermEkvkYopbZqrRecvT2hZ6qUWg78AjACv9Va//Csx63A/wHzAQ/wMa314dhj9wOfAsLA57XWLydyzuHC0xIYMq0O4gqdNur9fkINH3DvjE+k7LznsLshq5jIyV00v76drOuuHfCgDmBO/hzsJjvrT66n5OQ0vCf9XPt3M4ZcUAeQfc89HP/MZ6Jpq9dey5pf/Zyag/u55cv/NuyCOjh/SmbbLg/ep/ZBRJNzVxmO2cM/9fJCckePZeV3fsTT3/s3nvrev3HrV77FmOlnAt1wOExVVRXr1q2jrq4Ot9vN9ddfz9y5czGbh37J/4FkL8vBNslN87oTNK89Ss1Pt5J15WiyrhyNwXLuDHwk0oHPty1W+GQtra3RD8gyMiYzdszfkpe3DKezHINh5P1iH0gWi4U5c+YwZ84cGhsbz0nVnD59OuXl5YwbNy6hGdC6YEdnS4F4IHegNUD8bVpWLJXyruKczkBuSoZNyqoPkrPX6WkdpqVlb2xGbzMNDRs4fXoVACaTE5drfmegl5U1a9hVkRVDR7bZRLbLxDxXRrftWmtqgh3n9Ofb3dLOmnpfZ4VbgGyTMbqOr0vxlokOK6V2CxnGoZPZlQq9/qZTShmBXwLXAMeBzUqpVVrrXV12+xTQoLWepJRaCTwMfEwpNR1YCcwASoDXlFLxj7J7O+eQFwxFaGoPpSYVc9S8lIwJoi0PDNZThHUofYVT4vKn4t+6k0hLC87lA5+GCWA2mllQuICNJzYzZuvV5I/NYtK8oVk+P/PKKzCPHo33kUeoavawb/07XH7X3zBpYcVgDy1pc68Zy8HKet5+fB8lE110vHuSlnUnMI/KJPeuMkyD2GpiILkLi6LB3UPf5JnvP8BN/3w/o2fOYfv27bz33nv4fD4KCgq47bbbmDFjBsYR9ssklZTJgPOqMTjmFuB76RDNrx+ldetpXDdMwD4zl1DIh8fzdjTF0vs2oVATSlnIzl7M6FH3kJd3NXb72MF+GiOW2+3myiuvPCdVs7Kykuzs7M4AMDs7m7DWHGoLdAvgqlvaqA2GOs832mZmZqadmwvczMiM9oYba+tnUTKRVkoZycqaTlbWdMaM/kRsnd7xLuv0tuDxvBHb14LT2XWd3jyZNRf9ppSi2Gqh2GrhsuzuSxg6Ippj7cHO4i3x4O/dhhaequm+nq/Eaj5TsbNLu4YxNgvmIdSKJ1G9pmIqpZYA39ZaXxf7+X4ArfUPuuzzcmyf9UopE1AD5ANf67pvfL/YYRc8Z0+GWirm00/+L9/PGZoBhBCDbfgkeQ8MhZY/lGQphQEFKECjDbE1F9qAIWRFha2okCX2uBgMGggRpkOFCanovJvCQLPNRocx+hmyIRIhz99CQUszBc1N0a8tTdhCoQucWQxXRnM7Gc7TZLhryHDVYM+qx2CI3huBViday+yrGHgBLNQaCqhRRZw2FFJjOPO1VZ2ZFTTqEHm6npX7K7n/7782iCPuWX9SMUcBx7r8fBxYfL59tNYhpZQPyI1t33DWsaNi3/d2zvjA7wPuAxg7dmh9Amuz2ijqqB/sYYjhbCS90VfR/2mtR9TTSo4m/perIpGR9fc8SBRgVCYMyogKWVDtWRC0x0K5MNA2qOMTZ4SVps0QIqQiTK73UNTcTFFTM/l+P8YeP0yW2esRKZRBR9sEGk9PoBFQhhA2Vy129ymsmV5Q8sIoBp4BKKKVIg4CZ2pbaMCvHJw25VNrzIt+NeXhipzvTEPTkF90oLX+DfAbiM7YDfJwurnxlju5cbAHIYQQQgghhLjoJTIPfgLo2gxsdGxbj/vEUjFdRIuonO/YRM4phBBCCCGEECIBiQR2m4HJSqnxSikL0WIoq87aZxVwb+z7O4C1Orp4bxWwUillVUqNByYDmxI8pxBCCCGEEEKIBPSaihlbM/c54GWiifC/11pXK6UeBLZorVcBvwP+pJTaD3iJBmrE9nsS2AWEgM9qrcMAPZ0z9U9PCCGEEEIIIUY+aVAuhBBCCCGEEMPE+apiSq1ZIYQQQgghhBjmJLATQgghhBBCiGFOAjshhBBCCCGEGOYksBNCCCGEEEKIYW5YFU9RStUBRwZ7HD3IA+oHexBixJD7SaSa3FMileR+Eqkm95RItZF+T43TWuefvXFYBXZDlVJqS0+VaYRIhtxPItXknhKpJPeTSDW5p0SqXaz3lKRiCiGEEEIIIcQwJ4GdEEIIIYQQQgxzEtilxm8GewBiRJH7SaSa3FMileR+Eqkm95RItYvynpI1dkIIIYQQQggxzMmMnRBCCCGEEEIMcxLYCSGEEEIIIcQwJ4FdPyilliul9iql9iulvjbY4xHDg1JqjFLqDaXULqVUtVLqC7HtOUqpV5VSH8S+Zse2K6XUf8Tus/eVUvMG9xmIoUgpZVRKbVdK/TX283il1MbYffOEUsoS226N/bw/9njpoA5cDElKKbdS6mml1B6l1G6l1BJ5jRLJUkp9Kfb7rkop9ZhSyiavUaIvlFK/V0rVKqWqumzr82uSUure2P4fKKXuHYznkk4S2CVJKWUEfgmsAKYDdyqlpg/uqMQwEQK+rLWeDlQAn43dO18DXtdaTwZej/0M0Xtscuy/+4D/Gvghi2HgC8DuLj8/DPxMaz0JaAA+Fdv+KaAhtv1nsf2EONsvgDVa6zJgDtF7S16jRJ8ppUYBnwcWaK1nAkZgJfIaJfrmD8Dys7b16TVJKZUDPAAsBhYBD8SDwZFCArvkLQL2a60Paq2DwOPALYM8JjEMaK1Paa23xb5vJvqGaRTR++ePsd3+CNwa+/4W4P901AbArZQqHthRi6FMKTUauAH4bexnBSwFno7tcvb9FL/PngaWxfYXAgCllAu4AvgdgNY6qLVuRF6jRPJMgF0pZQIcwCnkNUr0gdb6bcB71ua+viZdB7yqtfZqrRuAVzk3WBzWJLBL3ijgWJefj8e2CZGwWIrJXGAjUKi1PhV7qAYojH0v95rozc+BrwCR2M+5QKPWOhT7ues903k/xR73xfYXIm48UAf8byy997dKqQzkNUokQWt9AvgxcJRoQOcDtiKvUaL/+vqaNOJfqySwE2KQKKUygb8AX9RaN3V9TEf7kEgvEtErpdSNQK3Weutgj0WMGCZgHvBfWuu5gJ8zKU6AvEaJxMVS3W4h+oFBCZDBCJslEYNPXpOiJLBL3glgTJefR8e2CdErpZSZaFD3qNb6mdjm0/H0pdjX2th2udfEhVwK3KyUOkw0JXwp0fVR7ljaE3S/Zzrvp9jjLsAzkAMWQ95x4LjWemPs56eJBnryGiWS8SHgkNa6TmvdATxD9HVLXqNEf/X1NWnEv1ZJYJe8zcDkWFUnC9GFwKsGeUxiGIitFfgdsFtr/dMuD60C4hWa7gWe77L9E7EqTxWAr0vqgbjIaa3v11qP1lqXEn0dWqu1vht4A7gjttvZ91P8Prsjtv9F/ymnOENrXQMcU0pNjW1aBuxCXqNEco4CFUopR+z3X/x+ktco0V99fU16GbhWKZUdm0m+NrZtxFDybyV5Sqnria5tMQK/11o/NLgjEsOBUuoy4B1gJ2fWRH2d6Dq7J4GxwBHgo1prb+wX4f8jmrrSCnxSa71lwAcuhjyl1FXAv2itb1RKTSA6g5cDbAfu0VoHlFI24E9E13Z6gZVa64ODNGQxRCmlyokW47EAB4FPEv0wWF6jRJ8ppb4DfIxoVejtwN8RXdskr1EiIUqpx4CrgDzgNNHqls/Rx9ckpdTfEn3PBfCQ1vp/B/BppJ0EdkIIIYQQQggxzEkqphBCCCGEEEIMcxLYCSGEEEIIIcQwJ4GdEEIIIYQQQgxzEtgJIYQQQgghxDAngZ0QQgghhBBCDHMS2AkhhBBCCCHEMCeBnRBCCCGEEEIMc/8f6IcDBsJtHt4AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 1080x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(15,4))\n",
    "for n in range(filters.shape[0]):\n",
    "    plt.plot(filters[n])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 88,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(10, 51)"
      ]
     },
     "execution_count": 88,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "audio_filtered = np.dot(filters, np.transpose(audio_power))\n",
    "audio_log = 10.0 * np.log10(audio_filtered)\n",
    "audio_log.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 90,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(13, 51)"
      ]
     },
     "execution_count": 90,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dct_filter_num = 13\n",
    "\n",
    "dct_filters = dct(dct_filter_num, mel_filter_num)\n",
    "\n",
    "cepstral_coefficents = np.dot(dct_filters, audio_log)\n",
    "cepstral_coefficents.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 91,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1080x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(15,5))\n",
    "# plt.plot(np.linspace(0, len(audio) / sample_rate, num=len(audio)), audio)\n",
    "plt.imshow(cepstral_coefficents, aspect='auto', origin='lower');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "PY38",
   "language": "python",
   "name": "py38"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
